{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 实践：宿舍人脸识别门禁系统\n",
    "\n",
    "> 1. 创建FaceSet\n",
    "> 1. 查询FaceSet\n",
    "> 1. 存入face_token数据\n",
    "> 1. 获取FaceSet信息数据\n",
    "> 1. 人脸搜索\n",
    "> 1. 人脸对比"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.[创建FaceSet](https://console.faceplusplus.com.cn/documents/4888391)\n",
    "\n",
    "* 描述\n",
    "> 1. 创建一个人脸的集合 FaceSet，用于存储人脸标识 face_token。一个 FaceSet 能够存储10000个 face_token。\n",
    "> 2. 试用API Key可以创建1000个FaceSet，正式API Key可以创建10000个FaceSet。\n",
    "\n",
    "* 调用URL\n",
    "> https://api-cn.faceplusplus.com/facepp/v3/faceset/create\n",
    "\n",
    "* 调用方法\n",
    "> POST\n",
    "\n",
    "* 请求参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>是否必选</td>\n",
       "      <td>参数名</td>\n",
       "      <td>类型</td>\n",
       "      <td>参数说明</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>必选</td>\n",
       "      <td>api_key</td>\n",
       "      <td>String</td>\n",
       "      <td>调用此 API 的 API Key</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>必选</td>\n",
       "      <td>api_secret</td>\n",
       "      <td>String</td>\n",
       "      <td>调用此 API 的 API Secret</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>可选</td>\n",
       "      <td>display_name</td>\n",
       "      <td>String</td>\n",
       "      <td>人脸集合的名字，最长256个字符，不能包括字符^@,&amp;=*'\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>可选</td>\n",
       "      <td>outer_id</td>\n",
       "      <td>String</td>\n",
       "      <td>账号下全局唯一的 FaceSet 自定义标识，可以用来管理 FaceSet 对象。最长255...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>可选</td>\n",
       "      <td>tags</td>\n",
       "      <td>String</td>\n",
       "      <td>FaceSet 自定义标签组成的字符串，用来对 FaceSet 分组。最长255个字符，多个...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>可选</td>\n",
       "      <td>face_tokens</td>\n",
       "      <td>String</td>\n",
       "      <td>人脸标识 face_token，可以是一个或者多个，用逗号分隔。最多不超过5个 face_t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>可选</td>\n",
       "      <td>user_data</td>\n",
       "      <td>String</td>\n",
       "      <td>自定义用户信息，不大于16 KB，不能包括字符^@,&amp;=*'\"</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>可选</td>\n",
       "      <td>force_merge</td>\n",
       "      <td>Int</td>\n",
       "      <td>在传入 outer_id 的情况下，如果 outer_id 已经存在，是否将 face_to...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      0             1       2  \\\n",
       "0  是否必选           参数名      类型   \n",
       "1    必选       api_key  String   \n",
       "2    必选    api_secret  String   \n",
       "3    可选  display_name  String   \n",
       "4    可选      outer_id  String   \n",
       "5    可选          tags  String   \n",
       "6    可选   face_tokens  String   \n",
       "7    可选     user_data  String   \n",
       "8    可选   force_merge     Int   \n",
       "\n",
       "                                                   3  \n",
       "0                                               参数说明  \n",
       "1                                  调用此 API 的 API Key  \n",
       "2                               调用此 API 的 API Secret  \n",
       "3                    人脸集合的名字，最长256个字符，不能包括字符^@,&=*'\"  \n",
       "4  账号下全局唯一的 FaceSet 自定义标识，可以用来管理 FaceSet 对象。最长255...  \n",
       "5  FaceSet 自定义标签组成的字符串，用来对 FaceSet 分组。最长255个字符，多个...  \n",
       "6  人脸标识 face_token，可以是一个或者多个，用逗号分隔。最多不超过5个 face_t...  \n",
       "7                    自定义用户信息，不大于16 KB，不能包括字符^@,&=*'\"  \n",
       "8  在传入 outer_id 的情况下，如果 outer_id 已经存在，是否将 face_to...  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.read_html(\"\"\"<table class=\"wrapped confluenceTable\"><colgroup><col><col><col><col></colgroup><tbody><tr><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">是否必选</span></p></th><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">参数名</span></p></th><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">类型</span></p></th><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">参数说明</span></p></th></tr><tr><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">必选</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">api_key</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">String</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">调用此 API 的 API Key</span></p></td></tr><tr><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">必选</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">api_secret</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">String</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">调用此 API 的 API Secret</span></p></td></tr><tr><td class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">可选</span></td><td class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">display_name</span></td><td class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">String</span></td><td class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">人脸集合的名字，最长<span class=\"inline-comment-marker\" data-ref=\"9f098728-ac30-41a2-aab6-05b79f8a7d2e\">256</span>个字符，不能包括字符^@,&amp;=*'\"</span></td></tr><tr><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">可选</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">outer_id</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">String</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">账号下全局唯一的 FaceSet 自定义标识，可以用来管理 FaceSet 对象。最长255个字符，<span class=\"inline-comment-marker\" data-ref=\"63fc0fd1-cd44-4256-bab5-971a939d66e2\"><span class=\"inline-comment-marker\" data-ref=\"183dcb11-c22c-47f4-aa9c-2ba6f3c8210c\">不能包括字符^@,&amp;=*'\"</span></span></span></td></tr><tr><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">可选</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">tags</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">String</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">FaceSet 自定义标签组成的字符串，用来对 FaceSet 分组。最长<span class=\"inline-comment-marker\" data-ref=\"1be760b6-f20d-4ff3-a086-b7f763abd84d\">255</span>个字符，多个 tag 用逗号分隔，每个 tag 不能包括字符^@,&amp;=*'\"</span></td></tr><tr><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">可选</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">face_tokens</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">String</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">人脸标识 face_token，可以是一个或者多个，用逗号分隔。最多不超过5个 face_token</span></p></td></tr><tr><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">可选</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">user_data</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">String</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">自定义用户信息，不大于<span class=\"inline-comment-marker\" data-ref=\"f9edadb1-691d-4d80-933e-909096780f61\">16 KB，不能包括字符^@,&amp;=*'\"</span></span></td></tr><tr><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">可选</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">force_merge</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">Int</span></td><td colspan=\"1\" class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">在传入 outer_id 的情况下，如果 outer_id 已经存在，是否将 face_token 加入已经存在的 FaceSet 中</span></p><p><span style=\"color: rgb(0,0,0);\">0：不将 face_tokens 加入已存在的 FaceSet 中，直接返回 FACESET_EXIST 错误</span></p><p><span style=\"color: rgb(0,0,0);\">1：将 face_tokens 加入已存在的 FaceSet 中</span></p><p><span style=\"color: rgb(0,0,0);\">默认值为0</span></p></td></tr></tbody></table>\"\"\")[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 准备工作\n",
    "import requests\n",
    "API_KEY = 'jRpCaZ34kqNYJ8Zppdc-yGGum_YkETov'\n",
    "API_S = 'Vr0PtRCw-ZFwYXTKVfi6aDNaSqlfunK3'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# A-1 创建人脸数据集合\n",
    "FaceSet_url = \"https://api-cn.faceplusplus.com/facepp/v3/faceset/create\"\n",
    "payload = {\n",
    "    'api_key':API_KEY,\n",
    "    'api_secret':API_S\n",
    "}\n",
    "r = requests.post( url=FaceSet_url, params = payload)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faceset_token': '95ed03d4290e9c12a9059f934578368d',\n",
       " 'time_used': 186,\n",
       " 'face_count': 0,\n",
       " 'face_added': 0,\n",
       " 'request_id': '1647949943,81a844d6-b188-45ea-b56e-08c294c0a277',\n",
       " 'outer_id': '',\n",
       " 'failure_detail': []}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'95ed03d4290e9c12a9059f934578368d'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "faceset_token = r.json()['faceset_token']\n",
    "faceset_token"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 查询数据集\n",
    "* 描述\n",
    "> 1. 获取一个 FaceSet 的所有信息，包括此 FaceSet 的 faceset_token, outer_id, display_name 的信息，以及此 FaceSet 中存放的 face_token 数量与列表。\n",
    "> 2. 注意：2017年8月16日后，调用本接口将不会一次性返回全部的 face_token 列表。单次查询最多返回 100 个 face_token。如需获取全量数据，需要配合使用 start 和 next 参数。请尽快修改调整您的程序。\n",
    "\n",
    "* 调用URL\n",
    "> https://api-cn.faceplusplus.com/facepp/v3/faceset/getdetail\n",
    "\n",
    "* 调用方法\n",
    "> POST\n",
    "\n",
    "* 请求参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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       "      <th>0</th>\n",
       "      <td>是否必选</td>\n",
       "      <td>参数名</td>\n",
       "      <td>类型</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>必选</td>\n",
       "      <td>api_key</td>\n",
       "      <td>String</td>\n",
       "      <td>调用此API的API Key</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>必选</td>\n",
       "      <td>api_secret</td>\n",
       "      <td>String</td>\n",
       "      <td>调用此API的API Secret</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>必选(二选一)</td>\n",
       "      <td>faceset_token</td>\n",
       "      <td>String</td>\n",
       "      <td>FaceSet的标识</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>outer_id</td>\n",
       "      <td>String</td>\n",
       "      <td>用户提供的FaceSet标识</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>可选（2017年8月16日起可使用）</td>\n",
       "      <td>start</td>\n",
       "      <td>Int</td>\n",
       "      <td>一个数字 n，表示开始返回的 face_token 在本 FaceSet 中的序号， n 是...</td>\n",
       "    </tr>\n",
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      ],
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       "                    0              1               2  \\\n",
       "0                是否必选            参数名              类型   \n",
       "1                  必选        api_key          String   \n",
       "2                  必选     api_secret          String   \n",
       "3             必选(二选一)  faceset_token          String   \n",
       "4            outer_id         String  用户提供的FaceSet标识   \n",
       "5  可选（2017年8月16日起可使用）          start             Int   \n",
       "\n",
       "                                                   3  \n",
       "0                                               参数说明  \n",
       "1                                     调用此API的API Key  \n",
       "2                                  调用此API的API Secret  \n",
       "3                                         FaceSet的标识  \n",
       "4                                                NaN  \n",
       "5  一个数字 n，表示开始返回的 face_token 在本 FaceSet 中的序号， n 是...  "
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   ],
   "source": [
    "pd.read_html(\"\"\"<table class=\"wrapped confluenceTable\"><colgroup><col><col><col><col></colgroup><tbody><tr><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">是否必选</span></p></th><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">参数名</span></p></th><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">类型</span></p></th><th class=\"confluenceTh\"><p><span style=\"color: rgb(0,0,0);\">参数说明</span></p></th></tr><tr><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">必选</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">api_key</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">String</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">调用此API的API Key</span></p></td></tr><tr><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">必选</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">api_secret</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">String</span></p></td><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">调用此API的API Secret</span></p></td></tr><tr><td rowspan=\"2\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">必选(二选一)</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">faceset_token</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">String</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">FaceSet的标识</span></td></tr><tr><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">outer_id</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">String</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">用户提供的FaceSet标识</span></td></tr><tr><td class=\"confluenceTd\"><p><span style=\"color: rgb(0,0,0);\">可选</span></p><p><span style=\"color: rgb(0,0,0);\">（2017年8月16日起可使用）</span></p></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">start</span></td><td colspan=\"1\" class=\"confluenceTd\"><span style=\"color: rgb(0,0,0);\">Int</span></td><td colspan=\"1\" class=\"confluenceTd\"><p class=\"p1\"><span style=\"color: rgb(0,0,0);\">一个数字 n，表示开始返回的 face_token 在本 FaceSet 中的序号， n 是 [1,10000] 间的一个整数。 </span></p><p class=\"p1\"><span style=\"color: rgb(0,0,0);\">通过传入数字 n，可以控制本 API 从第 n 个 <span class=\"s1\">face_token </span>开始返回。返回的 face_token 按照创建时间排序，每次返回 <span class=\"s1\">100 </span>个 <span class=\"s1\">face_token</span>。</span></p><p class=\"p1\"><span style=\"color: rgb(0,0,0);\">默认值为 1。</span></p><p class=\"p1\"><span style=\"color: rgb(0,0,0);\">您可以输入上一次请求本 API 返回的 next 值，用以获得接下来的 100 个 face_token。</span></p></td></tr></tbody></table>\"\"\")[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "getdetail_url = \"https://api-cn.faceplusplus.com/facepp/v3/faceset/getdetail\"\n",
    "payload = {\n",
    "    'api_key':API_KEY,\n",
    "    'api_secret':API_S,\n",
    "    'faceset_token':faceset_token\n",
    "}\n",
    "r = requests.post(url = getdetail_url, params=payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faceset_token': '95ed03d4290e9c12a9059f934578368d',\n",
       " 'tags': '',\n",
       " 'time_used': 95,\n",
       " 'user_data': '59人，23男同学，36女同学',\n",
       " 'display_name': '20级网新API周二晚班',\n",
       " 'face_tokens': [],\n",
       " 'face_count': 0,\n",
       " 'request_id': '1647951984,b0edb454-7c6e-4987-9964-76b2feb64f5c',\n",
       " 'outer_id': 'API021214'}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 更新数据集描述信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "update_FaceSet_url = 'https://api-cn.faceplusplus.com/facepp/v3/faceset/update'\n",
    "\n",
    "payload = {\n",
    "    'api_key':API_KEY,\n",
    "    'api_secret':API_S,\n",
    "    'faceset_token':faceset_token,\n",
    "    'new_outer_id':'API021214',\n",
    "    'display_name':'20级网新API周二晚班',\n",
    "    'user_data':'59人，23男同学，36女同学'\n",
    "}\n",
    "r = requests.post(url=update_FaceSet_url, params = payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'faceset_token': '95ed03d4290e9c12a9059f934578368d',\n",
       " 'request_id': '1647951961,766ab91b-8914-418a-a946-e256b83d4c4e',\n",
       " 'time_used': 87,\n",
       " 'outer_id': 'API021214'}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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